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Small Constant Mean-Error Imprecise Adder/Multiplier for Efficient VLSI Implementation of MAC-Based Applications

机译:用于高效VLSI的基于基于MAC的应用程序的小常数平均误差不精确的加法器/乘数

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摘要

Due to considerable effectiveness of the imprecise computing paradigm in hardware implementation of many applications, great attention has been recently paid by many research groups to develop different novel imprecise computational blocks such as adders and multipliers. Traditionally, the imprecise blocks are developed in an application independent manner, just similar to development of a conventional precise block. This article investigates the systematic application oriented development of the imprecise computational blocks which results in more customized components. The main focus is on the development of customized imprecise adder/multiplier for efficient implementation of a general multiply-accumulate (MAC) block as the basic building block of many imprecision tolerant applications including digital signal processing and soft computing. To develop some customized blocks for the MAC, the error behaviors of the suitable imprecise adder and multiplier are first extracted by analyzing the MAC. Based on analysis results, efficient small constant mean-error imprecise adder and multiplier are developed based on a systematic mathematical-logical approach. A wide range of synthesis and simulation results are provided to demonstrate efficiency of custom developed imprecise blocks with respect to some of the best existing imprecise blocks in a general MAC and a real 2D-Convolution application.
机译:由于在许多应用程序的硬件实现中不精确的计算范例的相当大,最近被许多研究组支付了很大的关注,以开发不同的新颖不精确的计算块,例如加法器和乘法器。传统上,不精确的块以应用独立方式开发,与传统精确块的开发类似。本文调查了系统应用导向的不精确计算块的开发,从而导致更自定义的组件。主要重点是在定制的不精确加法器/乘数的开发中,用于高效实现一般乘法(MAC)块作为许多不精确耐受应用的基本构建块,包括数字信号处理和软计算。要为MAC开发一些定制块,首先通过分析MAC来提取合适的不精确加法器和乘法器的错误行为。基于分析结果,基于系统数学逻辑方法开发了高效的小常数误差不精确加法器和乘数。提供了广泛的合成和仿真结果,以证明关于一般MAC中的一些最佳现有的不精确块以及真实的2D卷积应用程序的一些最佳现有的不精确块的效率。

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